Using Instrumental Variables to Evaluate LLM Routing Decisions in Python
The excerpt explains that in multi-model gateways, simple regression can give misleading results because routing choices are tied to query difficulty. A premium-vs-cheaper model comparison can mix the model’s effect with the fact that harder queries are routed differently. It introduces instrumental variable analysis as a way to separate these effects using a third factor that changes routing without being related to query quality.